MARBO: Relational Belief Grounding for LLM Agents in Social Deduction Games
Social deduction games (SDGs) require agents to reason under partial observability by maintaining relational beliefs about hidden roles and team alignments. While recent LLM-agent approaches improve gameplay through prompting and preference optimization, they often optimize actions and in-game speech without explicitly...
Yechan Hwang, S. Bae, Jeongmo Kim et al.
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